Zambian Language Trainer Window

Curate local language datasets and trigger asynchronous machine learning training

Multilingual

Select Target Zambian Dialect to Manage & Train:

🇿🇲 Unified (All)
🇿🇲 Chibemba
🇿🇲 Chinyanja
🇿🇲 Chitonga
🇿🇲 Silozi
🇬🇧 English
🌐 Mixed/General

Local Dataset Inspector: All

25506 Records
Phrase Text Dialect Category Label Source
@gezus__ @MANIAC3X @Buckm00se but Never to moose lol log off faggot your finished Mixed Abusive User Added
@gezus__ @Buckm00se lol this faggot hid from the moon boss we i was helping him Mixed Abusive User Added
@gerfingerpoken2 His job as US Prez, to protect us is throw in trash..Ebola ER at our cost Daniel, both money & lives! DoG Mixed Safe User Added
@georgiathenewsa you look like a welfare bitch compared to Latinas I date and fuck. You need fashion and makeup tips tbh Mixed Hate Speech User Added
@georgiathenewsa @Rosaalbae your tits may be better looking but her face makes you like a Asian or Latina tranny #facts Mixed Hate Speech User Added
@geokthree I literally just told @Black_SinS to his face how trash he is at the shop in hooping Mixed Safe User Added
@genuineMitzi @NonVictional fags.! Mixed Hate Speech User Added
@gellebeaux_ whatever hoe bitch #1 them "fags" beat yall sad asses too Mixed Hate Speech User Added
@gellebeaux_ thats thot pussy? 😂 Mixed Abusive User Added
@geezuss562 ur fucken lame bitch 😘 Mixed Abusive User Added
@gayle_ryan I don't hate the Japs. But, I AINT FORGETTING GETTIN JAPPED EITHER. Mixed Hate Speech User Added
@garrett_winker wow u hoe is the term for women Mixed Hate Speech User Added

Add Local Phrase

Batch Import CSV

CSV Only

Upload a custom CSV file to bulk import training data across all languages. Required columns: phrase (or text), category (0=Hate, 1=Abusive, 2=Safe), and optionally language.

Model Training Control

20%

Evaluation Results

Trained Algorithm: Decision Tree
ACCURACY
F1 SCORE
Confusion Matrix Grid
46
0
0
2
41
4
0
0
47
Columns: Predicted Rows: Actual
Algorithm Accuracy Graph